GitHub

STG4Traffic：A Benchmark Study of Using Spatial-Temporal Graph Neural Networks for Traffic Prediction

Motivation：The existing benchmarks for traffic prediction lack a standard and unified benchmark, and the experimental settings are not standardized, with complex environment configurations and poor ...
IEEE

Spatio-Temporal Mixed Graph Neural Controlled Differential Equations with Adaptive Connection Sampling for Irregular Multivariate Time Series Anomaly Detection

Abstract: Multivariate time series data often demonstrate sparse and irregular characteristics in real-world signal processing applications, making anomaly detection challenging. This paper introduces ...